{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from landlab.grid.mappers import map_link_vector_components_to_node\n",
    "\n",
    "# imports\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from landlab import RasterModelGrid, imshow_grid\n",
    "from landlab.components import TidalFlowCalculator\n",
    "from landlab.grid.mappers import map_max_of_link_nodes_to_link\n",
    "from landlab.io import read_esri_ascii\n",
    "import tidal_erosion_calculator as tec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre tfc:\n",
      "['topographic__elevation', 'vegetation']\n",
      "['veg_atlink']\n",
      "['veg_atlink', 'roughness', 'flood_tide_flow__velocity', 'ebb_tide_flow__velocity']\n",
      "[]\n",
      "[ 0.  0.  0. ...,  0.  0.  0.]\n",
      "['tidal_innundation_rate_cell', 'effective_water_depth_cell', 'topographic_elevation_cell', 'hydroperiod_cell', 'water_depth_at_MHW_cell', 'lev_at_cell', 'tau_cr_cell', 'ebb_tide_flow__velocity_cell', 'flood_tide_flow__velocity_cell', 'water_depth_at_cell']\n"
     ]
    }
   ],
   "source": [
    "# Set parameters (these are from the MarshMorpho2D source code)\n",
    "tidal_period = 12.5 * 3600.0  # tidal period in seconds\n",
    "tidal_range = 3.1  # tidal range in meters\n",
    "roughness_w = 0.02  # Manning's n water\n",
    "roughness_v = 0.2 #manning's n for veg\n",
    "mean_sea_level = 0.0  # mean sea level in meters\n",
    "mwd = 0.01  # minimum depth for water on areas higher than low tide water surface, meters\n",
    "nodata_code = 999  # code for a DEM cell with no valid data\n",
    "\n",
    "# Read the DEM to create a grid and topography field\n",
    "(grid, z) = read_esri_ascii('zSW3.asc', name='topographic__elevation')\n",
    "\n",
    "#need to create vegetation grid #change to veg at cells\n",
    "veg = grid.add_zeros('vegetation',at='node');\n",
    "veg[z<0] = 1;\n",
    "veg_atlink = grid.map_max_of_link_nodes_to_link('vegetation')\n",
    "grid.add_field('veg_atlink',veg_atlink,at='link')\n",
    "\n",
    "# Configure boundaries: any nodata nodes, plus any nodes higher than mean high tide\n",
    "grid.status_at_node[z==nodata_code] = grid.BC_NODE_IS_CLOSED\n",
    "grid.status_at_node[z>1.8] = grid.BC_NODE_IS_CLOSED\n",
    "boundaries_above_msl = np.logical_and(grid.status_at_node==grid.BC_NODE_IS_FIXED_VALUE, z > 0.0)\n",
    "grid.status_at_node[boundaries_above_msl] = grid.BC_NODE_IS_CLOSED\n",
    "\n",
    "print('pre tfc:')\n",
    "print(grid.at_node.keys())\n",
    "print(grid.at_link.keys())\n",
    "\n",
    "#variable rougness as field in grid\n",
    "roughness_at_nodes = roughness_w + np.zeros(z.size)\n",
    "roughness_at_nodes[z < 0.0] = roughness_v #or roughness_at_nodes[veg] = roughness_v\n",
    "roughness = grid.add_zeros('roughness', at='link')\n",
    "map_max_of_link_nodes_to_link(grid, roughness_at_nodes, out=roughness)\n",
    "\n",
    "# Instantiate a TidalFlowCalculator component\n",
    "tfc = TidalFlowCalculator(\n",
    "        grid,\n",
    "        tidal_period=tidal_period,\n",
    "        tidal_range=tidal_range,\n",
    "        roughness='roughness',\n",
    "        mean_sea_level=mean_sea_level,\n",
    "        min_water_depth=mwd,\n",
    ")\n",
    "\n",
    "tau_cr = 0.2 #Critical stress for unvegetated areas\n",
    "tau_crv = 0.5  #Critical stress for vegetated areas\n",
    "mud_erodability = (10**-5)*24*3600;  # mud erodability kg/m2/day!!!\n",
    "\n",
    "print(grid.at_link.keys())\n",
    "print(grid.at_cell.keys())\n",
    "v = grid.at_link['veg_atlink']\n",
    "print(v)\n",
    "tec.populateGrids(grid,tfc,tau_cr,tau_crv,v)\n",
    "print(grid.at_cell.keys())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tec.plot_tidal_flow(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
